Data Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	5700
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	479
Duplicate rows (%)	8.4%
Total size in memory	1.4 MiB
Average record size in memory	260.0 B

Variable types

Numeric	15
Categorical	4
Text	2

Alerts

Dataset has 479 (8.4%) duplicate rows	Duplicates
`Day Charge` is highly overall correlated with `Day Mins`	High correlation
`Day Mins` is highly overall correlated with `Day Charge`	High correlation
`Eve Charge` is highly overall correlated with `Eve Mins`	High correlation
`Eve Mins` is highly overall correlated with `Eve Charge`	High correlation
`Intl Charge` is highly overall correlated with `Intl Mins`	High correlation
`Intl Mins` is highly overall correlated with `Intl Charge`	High correlation
`Night Charge` is highly overall correlated with `Night Mins`	High correlation
`Night Mins` is highly overall correlated with `Night Charge`	High correlation
`VMail Message` is highly overall correlated with `VMail Plan`	High correlation
`VMail Plan` is highly overall correlated with `VMail Message`	High correlation
`Churn` is uniformly distributed	Uniform
`VMail Message` has 4382 (76.9%) zeros	Zeros
`CustServ Calls` has 1146 (20.1%) zeros	Zeros

Reproduction

Analysis started	2025-10-31 14:56:05.867641
Analysis finished	2025-10-31 14:56:39.833966
Duration	33.97 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

Account Length
Real number (ℝ)

Distinct	212
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.42158

Minimum	1
Maximum	243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	1
5-th percentile	36
Q1	75
median	101
Q3	127
95-th percentile	169
Maximum	243
Range	242
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	39.52821
Coefficient of variation (CV)	0.38974161
Kurtosis	-0.054424627
Mean	101.42158
Median Absolute Deviation (MAD)	26
Skewness	0.090677977
Sum	578103
Variance	1562.4794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	83	1.5%
108	76	1.3%
88	76	1.3%
100	76	1.3%
119	74	1.3%
105	74	1.3%
127	69	1.2%
101	68	1.2%
113	67	1.2%
76	67	1.2%
Other values (202)	4970	87.2%

Value	Count	Frequency (%)
1	14	0.2%
2	7	0.1%
3	5	0.1%
4	1	< 0.1%
5	1	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	3	0.1%
10	3	0.1%

Value	Count	Frequency (%)
243	1	< 0.1%
232	1	< 0.1%
225	7	0.1%
224	4	0.1%
221	1	< 0.1%
217	2	< 0.1%
215	1	< 0.1%
212	4	0.1%
210	2	< 0.1%
209	9	0.2%

VMail Message
Real number (ℝ)

High correlation Zeros

Distinct	46
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8421053

Minimum	0
Maximum	51
Zeros	4382
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	36
Maximum	51
Range	51
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12.979636
Coefficient of variation (CV)	1.8970237
Kurtosis	0.69957509
Mean	6.8421053
Median Absolute Deviation (MAD)	0
Skewness	1.5300356
Sum	39000
Variance	168.47094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	4382	76.9%
29	97	1.7%
31	85	1.5%
28	79	1.4%
26	77	1.4%
33	77	1.4%
32	62	1.1%
36	62	1.1%
27	60	1.1%
30	51	0.9%
Other values (36)	668	11.7%

Value	Count	Frequency (%)
0	4382	76.9%
4	1	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
12	6	0.1%
13	4	0.1%
14	7	0.1%
15	17	0.3%

Value	Count	Frequency (%)
51	1	< 0.1%
50	2	< 0.1%
49	1	< 0.1%
48	5	0.1%
47	3	0.1%
46	4	0.1%
45	12	0.2%
44	14	0.2%
43	9	0.2%
42	29	0.5%

Day Mins
Real number (ℝ)

High correlation

Distinct	1667
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	191.04302

Minimum	0
Maximum	350.8
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	89.7
Q1	145.6
median	189.1
Q3	239
95-th percentile	291.8
Maximum	350.8
Range	350.8
Interquartile range (IQR)	93.4

Descriptive statistics

Standard deviation	62.753767
Coefficient of variation (CV)	0.32847977
Kurtosis	-0.52736258
Mean	191.04302
Median Absolute Deviation (MAD)	46.7
Skewness	0.006447424
Sum	1088945.2
Variance	3938.0353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
242.2	21	0.4%
278	19	0.3%
143.2	18	0.3%
162.3	18	0.3%
154	18	0.3%
167.8	17	0.3%
239.7	17	0.3%
259.4	16	0.3%
256.4	16	0.3%
255.1	16	0.3%
Other values (1657)	5524	96.9%

Value	Count	Frequency (%)
0	5	0.1%
2.6	1	< 0.1%
7.8	1	< 0.1%
7.9	1	< 0.1%
12.5	1	< 0.1%
17.6	1	< 0.1%
18.9	1	< 0.1%
19.5	1	< 0.1%
25.9	1	< 0.1%
27	1	< 0.1%

Value	Count	Frequency (%)
350.8	3	0.1%
346.8	5	0.1%
345.3	7	0.1%
337.4	4	0.1%
335.5	6	0.1%
334.3	4	0.1%
332.9	5	0.1%
329.8	5	0.1%
328.1	7	0.1%
326.5	3	0.1%

Eve Mins
Real number (ℝ)

High correlation

Distinct	1611
Distinct (%)	28.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	205.45982

Minimum	0
Maximum	363.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	120.5
Q1	169.775
median	206.35
Q3	240.925
95-th percentile	288.4
Maximum	363.7
Range	363.7
Interquartile range (IQR)	71.15

Descriptive statistics

Standard deviation	51.535524
Coefficient of variation (CV)	0.25083018
Kurtosis	0.013039555
Mean	205.45982
Median Absolute Deviation (MAD)	36.2
Skewness	0.026267533
Sum	1171121
Variance	2655.9103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
211.3	24	0.4%
226.1	24	0.4%
205.7	20	0.4%
253.4	20	0.4%
176.7	20	0.4%
169.9	20	0.4%
167.9	19	0.3%
230	18	0.3%
267.8	18	0.3%
169.8	18	0.3%
Other values (1601)	5499	96.5%

Value	Count	Frequency (%)
0	1	< 0.1%
31.2	1	< 0.1%
42.2	1	< 0.1%
42.5	1	< 0.1%
43.9	1	< 0.1%
48.1	1	< 0.1%
49.2	1	< 0.1%
52.9	1	< 0.1%
56	1	< 0.1%
58.6	1	< 0.1%

Value	Count	Frequency (%)
363.7	8	0.1%
361.8	1	< 0.1%
354.2	1	< 0.1%
351.6	1	< 0.1%
350.9	7	0.1%
350.5	3	0.1%
348.5	1	< 0.1%
347.3	7	0.1%
341.3	1	< 0.1%
339.9	9	0.2%

Night Mins
Real number (ℝ)

High correlation

Distinct	1591
Distinct (%)	27.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202.87554

Minimum	23.2
Maximum	395
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	23.2
5-th percentile	122.2
Q1	169
median	203.7
Q3	238.4
95-th percentile	283.6
Maximum	395
Range	371.8
Interquartile range (IQR)	69.4

Descriptive statistics

Standard deviation	49.510957
Coefficient of variation (CV)	0.24404596
Kurtosis	0.055614001
Mean	202.87554
Median Absolute Deviation (MAD)	34.7
Skewness	0.001119508
Sum	1156390.6
Variance	2451.3349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
214.2	26	0.5%
214.5	21	0.4%
255.3	21	0.4%
178.1	21	0.4%
191.4	20	0.4%
194.1	19	0.3%
203.7	19	0.3%
224.7	18	0.3%
212.3	17	0.3%
245	17	0.3%
Other values (1581)	5501	96.5%

Value	Count	Frequency (%)
23.2	1	< 0.1%
43.7	1	< 0.1%
45	1	< 0.1%
47.4	5	0.1%
50.1	2	< 0.1%
53.3	1	< 0.1%
54	1	< 0.1%
54.5	1	< 0.1%
56.6	1	< 0.1%
57.5	1	< 0.1%

Value	Count	Frequency (%)
395	1	< 0.1%
381.9	1	< 0.1%
377.5	1	< 0.1%
367.7	1	< 0.1%
364.9	1	< 0.1%
364.3	1	< 0.1%
354.9	10	0.2%
352.5	1	< 0.1%
352.2	1	< 0.1%
350.2	1	< 0.1%

Intl Mins
Real number (ℝ)

High correlation

Distinct	162
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.406

Minimum	0
Maximum	20
Zeros	18
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5.8
Q1	8.6
median	10.4
Q3	12.3
95-th percentile	14.7
Maximum	20
Range	20
Interquartile range (IQR)	3.7

Descriptive statistics

Standard deviation	2.7991537
Coefficient of variation (CV)	0.2689942
Kurtosis	0.33232389
Mean	10.406
Median Absolute Deviation (MAD)	1.8
Skewness	-0.12606241
Sum	59314.2
Variance	7.8352614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.9	109	1.9%
11	101	1.8%
11.1	99	1.7%
11.5	97	1.7%
10	97	1.7%
8.8	94	1.6%
10.3	92	1.6%
11.3	90	1.6%
10.1	89	1.6%
8.9	88	1.5%
Other values (152)	4744	83.2%

Value	Count	Frequency (%)
0	18	0.3%
1.1	1	< 0.1%
1.3	1	< 0.1%
2	6	0.1%
2.1	2	< 0.1%
2.2	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%
2.6	1	< 0.1%
2.7	1	< 0.1%

Value	Count	Frequency (%)
20	2	< 0.1%
18.9	1	< 0.1%
18.4	1	< 0.1%
18.3	6	0.1%
18.2	2	< 0.1%
18	3	0.1%
17.9	10	0.2%
17.8	2	< 0.1%
17.6	7	0.1%
17.5	8	0.1%

CustServ Calls
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8540351

Minimum	0
Maximum	9
Zeros	1146
Zeros (%)	20.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.6104457
Coefficient of variation (CV)	0.8686166
Kurtosis	1.0205833
Mean	1.8540351
Median Absolute Deviation (MAD)	1
Skewness	1.0348445
Sum	10568
Variance	2.5935352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1772	31.1%
2	1161	20.4%
0	1146	20.1%
3	667	11.7%
4	538	9.4%
5	270	4.7%
6	90	1.6%
7	31	0.5%
9	14	0.2%
8	11	0.2%

Value	Count	Frequency (%)
0	1146	20.1%
1	1772	31.1%
2	1161	20.4%
3	667	11.7%
4	538	9.4%
5	270	4.7%
6	90	1.6%
7	31	0.5%
8	11	0.2%
9	14	0.2%

Value	Count	Frequency (%)
9	14	0.2%
8	11	0.2%
7	31	0.5%
6	90	1.6%
5	270	4.7%
4	538	9.4%
3	667	11.7%
2	1161	20.4%
1	1772	31.1%
0	1146	20.1%

Intl Plan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	278.4 KiB

0	4696
1	1004

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5700
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	4696	82.4%
1	1004	17.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4696	82.4%
1	1004	17.6%

Most occurring characters

Value	Count	Frequency (%)
0	4696	82.4%
1	1004	17.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4696	82.4%
1	1004	17.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4696	82.4%
1	1004	17.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4696	82.4%
1	1004	17.6%

VMail Plan
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	278.4 KiB

0	4382
1	1318

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5700
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	4382	76.9%
1	1318	23.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4382	76.9%
1	1318	23.1%

Most occurring characters

Value	Count	Frequency (%)
0	4382	76.9%
1	1318	23.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4382	76.9%
1	1318	23.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4382	76.9%
1	1318	23.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4382	76.9%
1	1318	23.1%

Day Calls
Real number (ℝ)

Distinct	119
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.58912

Minimum	0
Maximum	165
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	66
Q1	87
median	101
Q3	114
95-th percentile	134
Maximum	165
Range	165
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	20.56904
Coefficient of variation (CV)	0.20448573
Kurtosis	0.40851804
Mean	100.58912
Median Absolute Deviation (MAD)	14
Skewness	-0.19191152
Sum	573358
Variance	423.08541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	138	2.4%
105	137	2.4%
108	136	2.4%
112	120	2.1%
95	118	2.1%
104	116	2.0%
101	115	2.0%
99	114	2.0%
91	114	2.0%
103	112	2.0%
Other values (109)	4480	78.6%

Value	Count	Frequency (%)
0	5	0.1%
30	1	< 0.1%
35	1	< 0.1%
36	1	< 0.1%
40	2	< 0.1%
42	8	0.1%
44	18	0.3%
45	8	0.1%
47	8	0.1%
48	11	0.2%

Value	Count	Frequency (%)
165	7	0.1%
163	1	< 0.1%
160	1	< 0.1%
158	3	0.1%
157	1	< 0.1%
156	6	0.1%
152	1	< 0.1%
151	14	0.2%
150	6	0.1%
149	1	< 0.1%

Day Charge
Real number (ℝ)

High correlation

Distinct	1667
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.477846

Minimum	0
Maximum	59.64
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	15.25
Q1	24.75
median	32.15
Q3	40.63
95-th percentile	49.61
Maximum	59.64
Range	59.64
Interquartile range (IQR)	15.88

Descriptive statistics

Standard deviation	10.66818
Coefficient of variation (CV)	0.3284756
Kurtosis	-0.52728316
Mean	32.477846
Median Absolute Deviation (MAD)	7.94
Skewness	0.0064476652
Sum	185123.72
Variance	113.81006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.17	21	0.4%
47.26	19	0.3%
24.34	18	0.3%
27.59	18	0.3%
26.18	18	0.3%
28.53	17	0.3%
40.75	17	0.3%
44.1	16	0.3%
43.59	16	0.3%
43.37	16	0.3%
Other values (1657)	5524	96.9%

Value	Count	Frequency (%)
0	5	0.1%
0.44	1	< 0.1%
1.33	1	< 0.1%
1.34	1	< 0.1%
2.13	1	< 0.1%
2.99	1	< 0.1%
3.21	1	< 0.1%
3.32	1	< 0.1%
4.4	1	< 0.1%
4.59	1	< 0.1%

Value	Count	Frequency (%)
59.64	3	0.1%
58.96	5	0.1%
58.7	7	0.1%
57.36	4	0.1%
57.04	6	0.1%
56.83	4	0.1%
56.59	5	0.1%
56.07	5	0.1%
55.78	7	0.1%
55.51	3	0.1%

Eve Calls
Real number (ℝ)

Distinct	123
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.22895

Minimum	0
Maximum	170
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	133
Maximum	170
Range	170
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.696273
Coefficient of variation (CV)	0.19651282
Kurtosis	0.18450815
Mean	100.22895
Median Absolute Deviation (MAD)	13
Skewness	0.0046677901
Sum	571305
Variance	387.94319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	156	2.7%
102	137	2.4%
96	133	2.3%
110	128	2.2%
108	127	2.2%
97	126	2.2%
88	125	2.2%
105	123	2.2%
111	120	2.1%
92	118	2.1%
Other values (113)	4407	77.3%

Value	Count	Frequency (%)
0	1	< 0.1%
12	1	< 0.1%
36	1	< 0.1%
37	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
44	1	< 0.1%
45	1	< 0.1%
46	3	0.1%
48	18	0.3%

Value	Count	Frequency (%)
170	1	< 0.1%
168	8	0.1%
164	1	< 0.1%
159	9	0.2%
157	1	< 0.1%
156	1	< 0.1%
155	3	0.1%
154	2	< 0.1%
153	1	< 0.1%
152	6	0.1%

Eve Charge
Real number (ℝ)

High correlation

Distinct	1440
Distinct (%)	25.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.464219

Minimum	0
Maximum	30.91
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	10.24
Q1	14.4275
median	17.54
Q3	20.4825
95-th percentile	24.51
Maximum	30.91
Range	30.91
Interquartile range (IQR)	6.055

Descriptive statistics

Standard deviation	4.3804281
Coefficient of variation (CV)	0.25082301
Kurtosis	0.012968658
Mean	17.464219
Median Absolute Deviation (MAD)	3.075
Skewness	0.026256104
Sum	99546.05
Variance	19.18815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.71	26	0.5%
17.96	24	0.4%
19.22	24	0.4%
17.65	24	0.4%
17.48	23	0.4%
15.02	20	0.4%
21.54	20	0.4%
20.09	20	0.4%
14.44	20	0.4%
14.37	19	0.3%
Other values (1430)	5480	96.1%

Value	Count	Frequency (%)
0	1	< 0.1%
2.65	1	< 0.1%
3.59	1	< 0.1%
3.61	1	< 0.1%
3.73	1	< 0.1%
4.09	1	< 0.1%
4.18	1	< 0.1%
4.5	1	< 0.1%
4.76	1	< 0.1%
4.98	1	< 0.1%

Value	Count	Frequency (%)
30.91	8	0.1%
30.75	1	< 0.1%
30.11	1	< 0.1%
29.89	1	< 0.1%
29.83	7	0.1%
29.79	3	0.1%
29.62	1	< 0.1%
29.52	7	0.1%
29.01	1	< 0.1%
28.89	9	0.2%

Night Calls
Real number (ℝ)

Distinct	120
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.05386

Minimum	33
Maximum	175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	33
5-th percentile	68
Q1	86
median	100
Q3	114
95-th percentile	132
Maximum	175
Range	142
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	19.671484
Coefficient of variation (CV)	0.19660894
Kurtosis	-0.20384578
Mean	100.05386
Median Absolute Deviation (MAD)	14
Skewness	0.056681806
Sum	570307
Variance	386.96727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	141	2.5%
104	129	2.3%
100	125	2.2%
98	124	2.2%
105	123	2.2%
102	121	2.1%
97	115	2.0%
91	114	2.0%
95	111	1.9%
94	108	1.9%
Other values (110)	4489	78.8%

Value	Count	Frequency (%)
33	1	< 0.1%
36	1	< 0.1%
38	1	< 0.1%
42	2	< 0.1%
44	1	< 0.1%
46	1	< 0.1%
48	1	< 0.1%
49	9	0.2%
50	2	< 0.1%
51	8	0.1%

Value	Count	Frequency (%)
175	1	< 0.1%
166	1	< 0.1%
164	1	< 0.1%
158	7	0.1%
157	2	< 0.1%
156	2	< 0.1%
155	2	< 0.1%
154	2	< 0.1%
153	3	0.1%
152	11	0.2%

Night Charge
Real number (ℝ)

High correlation

Distinct	933
Distinct (%)	16.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.1294596

Minimum	1.04
Maximum	17.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	1.04
5-th percentile	5.5
Q1	7.61
median	9.17
Q3	10.73
95-th percentile	12.76
Maximum	17.77
Range	16.73
Interquartile range (IQR)	3.12

Descriptive statistics

Standard deviation	2.2280496
Coefficient of variation (CV)	0.24405054
Kurtosis	0.055572006
Mean	9.1294596
Median Absolute Deviation (MAD)	1.56
Skewness	0.00098296522
Sum	52037.92
Variance	4.964205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.01	37	0.6%
9.64	35	0.6%
9.4	33	0.6%
7.79	30	0.5%
8.88	29	0.5%
9.45	27	0.5%
9.18	26	0.5%
6.12	25	0.4%
10.22	25	0.4%
9.65	25	0.4%
Other values (923)	5408	94.9%

Value	Count	Frequency (%)
1.04	1	< 0.1%
1.97	1	< 0.1%
2.03	1	< 0.1%
2.13	5	0.1%
2.25	2	< 0.1%
2.4	1	< 0.1%
2.43	1	< 0.1%
2.45	1	< 0.1%
2.55	1	< 0.1%
2.59	1	< 0.1%

Value	Count	Frequency (%)
17.77	1	< 0.1%
17.19	1	< 0.1%
16.99	1	< 0.1%
16.55	1	< 0.1%
16.42	1	< 0.1%
16.39	1	< 0.1%
15.97	10	0.2%
15.86	1	< 0.1%
15.85	1	< 0.1%
15.76	1	< 0.1%

Intl Calls
Real number (ℝ)

Distinct	21
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3531579

Minimum	0
Maximum	20
Zeros	18
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	9
Maximum	20
Range	20
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.517672
Coefficient of variation (CV)	0.57835531
Kurtosis	3.8108446
Mean	4.3531579
Median Absolute Deviation (MAD)	1
Skewness	1.4912706
Sum	24813
Variance	6.3386723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	1195	21.0%
2	995	17.5%
4	985	17.3%
5	717	12.6%
6	535	9.4%
7	357	6.3%
1	317	5.6%
8	185	3.2%
9	177	3.1%
10	83	1.5%
Other values (11)	154	2.7%

Value	Count	Frequency (%)
0	18	0.3%
1	317	5.6%
2	995	17.5%
3	1195	21.0%
4	985	17.3%
5	717	12.6%
6	535	9.4%
7	357	6.3%
8	185	3.2%
9	177	3.1%

Value	Count	Frequency (%)
20	6	0.1%
19	1	< 0.1%
18	3	0.1%
17	1	< 0.1%
16	2	< 0.1%
15	26	0.5%
14	10	0.2%
13	18	0.3%
12	19	0.3%
11	50	0.9%

Intl Charge
Real number (ℝ)

High correlation

Distinct	162
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8101351

Minimum	0
Maximum	5.4
Zeros	18
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1.57
Q1	2.32
median	2.81
Q3	3.32
95-th percentile	3.97
Maximum	5.4
Range	5.4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.75577194
Coefficient of variation (CV)	0.26894506
Kurtosis	0.33139518
Mean	2.8101351
Median Absolute Deviation (MAD)	0.49
Skewness	-0.12639617
Sum	16017.77
Variance	0.57119123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.94	109	1.9%
2.97	101	1.8%
3	99	1.7%
3.11	97	1.7%
2.7	97	1.7%
2.38	94	1.6%
2.78	92	1.6%
3.05	90	1.6%
2.73	89	1.6%
2.4	88	1.5%
Other values (152)	4744	83.2%

Value	Count	Frequency (%)
0	18	0.3%
0.3	1	< 0.1%
0.35	1	< 0.1%
0.54	6	0.1%
0.57	2	< 0.1%
0.59	1	< 0.1%
0.65	1	< 0.1%
0.68	1	< 0.1%
0.7	1	< 0.1%
0.73	1	< 0.1%

Value	Count	Frequency (%)
5.4	2	< 0.1%
5.1	1	< 0.1%
4.97	1	< 0.1%
4.94	6	0.1%
4.91	2	< 0.1%
4.86	3	0.1%
4.83	10	0.2%
4.81	2	< 0.1%
4.75	7	0.1%
4.73	8	0.1%

State
Text

Distinct	51
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	284.0 KiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	11400
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	KS
2nd row	OH
3rd row	NJ
4th row	OH
5th row	OK

Value	Count	Frequency (%)
ny	168	2.9%
wv	159	2.8%
tx	158	2.8%
nj	155	2.7%
mn	155	2.7%
mi	151	2.6%
md	149	2.6%
ks	143	2.5%
or	142	2.5%
nv	137	2.4%
Other values (41)	4183	73.4%

Most occurring characters

Value	Count	Frequency (%)
N	1290	11.3%
M	1148	10.1%
A	1138	10.0%
I	800	7.0%
T	713	6.3%
C	632	5.5%
D	626	5.5%
O	575	5.0%
W	539	4.7%
V	503	4.4%
Other values (14)	3436	30.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11400	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	1290	11.3%
M	1148	10.1%
A	1138	10.0%
I	800	7.0%
T	713	6.3%
C	632	5.5%
D	626	5.5%
O	575	5.0%
W	539	4.7%
V	503	4.4%
Other values (14)	3436	30.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11400	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	1290	11.3%
M	1148	10.1%
A	1138	10.0%
I	800	7.0%
T	713	6.3%
C	632	5.5%
D	626	5.5%
O	575	5.0%
W	539	4.7%
V	503	4.4%
Other values (14)	3436	30.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11400	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	1290	11.3%
M	1148	10.1%
A	1138	10.0%
I	800	7.0%
T	713	6.3%
C	632	5.5%
D	626	5.5%
O	575	5.0%
W	539	4.7%
V	503	4.4%
Other values (14)	3436	30.1%

Area Code
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	289.6 KiB

415	2767
510	1479
408	1454

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	17100
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	415
2nd row	415
3rd row	415
4th row	408
5th row	415

Common Values

Value	Count	Frequency (%)
415	2767	48.5%
510	1479	25.9%
408	1454	25.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
415	2767	48.5%
510	1479	25.9%
408	1454	25.5%

Most occurring characters

Value	Count	Frequency (%)
1	4246	24.8%
5	4246	24.8%
4	4221	24.7%
0	2933	17.2%
8	1454	8.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17100	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	4246	24.8%
5	4246	24.8%
4	4221	24.7%
0	2933	17.2%
8	1454	8.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17100	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	4246	24.8%
5	4246	24.8%
4	4221	24.7%
0	2933	17.2%
8	1454	8.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17100	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	4246	24.8%
5	4246	24.8%
4	4221	24.7%
0	2933	17.2%
8	1454	8.5%

Phone
Text

Distinct	3333
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Memory size	317.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	45600
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2854 ?
Unique (%)	50.1%

Sample

1st row	382-4657
2nd row	371-7191
3rd row	358-1921
4th row	375-9999
5th row	330-6626

Value	Count	Frequency (%)
330-2635	14	0.2%
360-1171	13	0.2%
328-7833	12	0.2%
394-8402	12	0.2%
353-3372	11	0.2%
348-7193	11	0.2%
341-9890	11	0.2%
385-8997	11	0.2%
387-1116	11	0.2%
369-3626	11	0.2%
Other values (3323)	5583	97.9%

Most occurring characters

Value	Count	Frequency (%)
3	7800	17.1%
-	5700	12.5%
4	4781	10.5%
7	3655	8.0%
9	3539	7.8%
6	3525	7.7%
8	3506	7.7%
5	3496	7.7%
1	3445	7.6%
2	3144	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	45600	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	7800	17.1%
-	5700	12.5%
4	4781	10.5%
7	3655	8.0%
9	3539	7.8%
6	3525	7.7%
8	3506	7.7%
5	3496	7.7%
1	3445	7.6%
2	3144	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	45600	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	7800	17.1%
-	5700	12.5%
4	4781	10.5%
7	3655	8.0%
9	3539	7.8%
6	3525	7.7%
8	3506	7.7%
5	3496	7.7%
1	3445	7.6%
2	3144	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	45600	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	7800	17.1%
-	5700	12.5%
4	4781	10.5%
7	3655	8.0%
9	3539	7.8%
6	3525	7.7%
8	3506	7.7%
5	3496	7.7%
1	3445	7.6%
2	3144	6.9%

Churn
Categorical

Uniform

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	278.4 KiB

0	2850
1	2850

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5700
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2850	50.0%
1	2850	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2850	50.0%
1	2850	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	2850	50.0%
1	2850	50.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2850	50.0%
1	2850	50.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2850	50.0%
1	2850	50.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2850	50.0%
1	2850	50.0%

	Account Length	Area Code	Churn	CustServ Calls	Day Calls	Day Charge	Day Mins	Eve Calls	Eve Charge	Eve Mins	Intl Calls	Intl Charge	Intl Mins	Intl Plan	Night Calls	Night Charge	Night Mins	VMail Message	VMail Plan
Account Length	1.000	0.068	0.033	0.013	0.020	0.014	0.014	0.034	-0.010	-0.010	0.026	0.018	0.018	0.096	0.003	-0.054	-0.054	0.019	0.051
Area Code	0.068	1.000	0.018	0.074	0.065	0.065	0.065	0.064	0.078	0.079	0.079	0.038	0.038	0.046	0.051	0.033	0.035	0.038	0.000
Churn	0.033	0.018	1.000	0.330	0.076	0.393	0.394	0.048	0.118	0.118	0.130	0.101	0.101	0.290	0.069	0.071	0.073	0.182	0.151
CustServ Calls	0.013	0.074	0.330	1.000	-0.017	-0.174	-0.174	-0.002	-0.081	-0.081	-0.022	-0.038	-0.038	0.109	-0.015	-0.043	-0.043	0.004	0.100
Day Calls	0.020	0.065	0.076	-0.017	1.000	0.039	0.039	0.023	0.017	0.017	0.007	0.006	0.006	0.100	-0.026	0.009	0.009	-0.014	0.046
Day Charge	0.014	0.065	0.393	-0.174	0.039	1.000	1.000	0.020	0.151	0.151	0.029	-0.002	-0.002	0.100	0.049	0.065	0.065	-0.106	0.161
Day Mins	0.014	0.065	0.394	-0.174	0.039	1.000	1.000	0.020	0.151	0.151	0.029	-0.002	-0.002	0.100	0.049	0.065	0.065	-0.106	0.161
Eve Calls	0.034	0.064	0.048	-0.002	0.023	0.020	0.020	1.000	0.008	0.008	0.033	-0.018	-0.018	0.081	0.012	-0.005	-0.005	0.009	0.039
Eve Charge	-0.010	0.078	0.118	-0.081	0.017	0.151	0.151	0.008	1.000	1.000	-0.007	0.013	0.013	0.076	0.044	-0.007	-0.007	-0.029	0.036
Eve Mins	-0.010	0.079	0.118	-0.081	0.017	0.151	0.151	0.008	1.000	1.000	-0.007	0.013	0.013	0.076	0.044	-0.007	-0.007	-0.029	0.035
Intl Calls	0.026	0.079	0.130	-0.022	0.007	0.029	0.029	0.033	-0.007	-0.007	1.000	0.037	0.037	0.150	0.012	0.019	0.019	0.040	0.059
Intl Charge	0.018	0.038	0.101	-0.038	0.006	-0.002	-0.002	-0.018	0.013	0.013	0.037	1.000	1.000	0.166	0.031	-0.022	-0.022	0.020	0.025
Intl Mins	0.018	0.038	0.101	-0.038	0.006	-0.002	-0.002	-0.018	0.013	0.013	0.037	1.000	1.000	0.166	0.031	-0.022	-0.022	0.020	0.025
Intl Plan	0.096	0.046	0.290	0.109	0.100	0.100	0.100	0.081	0.076	0.076	0.150	0.166	0.166	1.000	0.078	0.092	0.091	0.111	0.052
Night Calls	0.003	0.051	0.069	-0.015	-0.026	0.049	0.049	0.012	0.044	0.044	0.012	0.031	0.031	0.078	1.000	0.005	0.005	0.019	0.056
Night Charge	-0.054	0.033	0.071	-0.043	0.009	0.065	0.065	-0.005	-0.007	-0.007	0.019	-0.022	-0.022	0.092	0.005	1.000	1.000	-0.034	0.066
Night Mins	-0.054	0.035	0.073	-0.043	0.009	0.065	0.065	-0.005	-0.007	-0.007	0.019	-0.022	-0.022	0.091	0.005	1.000	1.000	-0.034	0.068
VMail Message	0.019	0.038	0.182	0.004	-0.014	-0.106	-0.106	0.009	-0.029	-0.029	0.040	0.020	0.020	0.111	0.019	-0.034	-0.034	1.000	0.999
VMail Plan	0.051	0.000	0.151	0.100	0.046	0.161	0.161	0.039	0.036	0.035	0.059	0.025	0.025	0.052	0.056	0.066	0.068	0.999	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Account Length	VMail Message	Day Mins	Eve Mins	Night Mins	Intl Mins	CustServ Calls	Intl Plan	VMail Plan	Day Calls	Day Charge	Eve Calls	Eve Charge	Night Calls	Night Charge	Intl Calls	Intl Charge	State	Area Code	Phone
0	128	25	265.1	197.4	244.7	10.0	1	0	1	110	45.07	99	16.78	91	11.01	3	2.70	KS	415	382-4657
1	107	26	161.6	195.5	254.4	13.7	1	0	1	123	27.47	103	16.62	103	11.45	3	3.70	OH	415	371-7191
2	137	0	243.4	121.2	162.6	12.2	0	0	0	114	41.38	110	10.30	104	7.32	5	3.29	NJ	415	358-1921
3	84	0	299.4	61.9	196.9	6.6	2	1	0	71	50.90	88	5.26	89	8.86	7	1.78	OH	408	375-9999
4	75	0	166.7	148.3	186.9	10.1	3	1	0	113	28.34	122	12.61	121	8.41	3	2.73	OK	415	330-6626
5	118	0	223.4	220.6	203.9	6.3	0	1	0	98	37.98	101	18.75	118	9.18	6	1.70	AL	510	391-8027
6	121	24	218.2	348.5	212.6	7.5	3	0	1	88	37.09	108	29.62	118	9.57	7	2.03	MA	510	355-9993
7	147	0	157.0	103.1	211.8	7.1	0	1	0	79	26.69	94	8.76	96	9.53	6	1.92	MO	415	329-9001
8	117	0	184.5	351.6	215.8	8.7	1	0	0	97	31.37	80	29.89	90	9.71	4	2.35	LA	408	335-4719
9	141	37	258.6	222.0	326.4	11.2	0	1	1	84	43.96	111	18.87	97	14.69	5	3.02	WV	415	330-8173

	Account Length	VMail Message	Day Mins	Eve Mins	Night Mins	Intl Mins	CustServ Calls	Intl Plan	VMail Plan	Day Calls	Day Charge	Eve Calls	Eve Charge	Night Calls	Night Charge	Intl Calls	Intl Charge	State	Area Code	Phone	Churn
5690	149	0	119.2	168.3	204.7	12.2	4	0	0	88	20.26	110	14.31	119	9.21	6	3.29	NH	415	368-7706	1
5691	134	34	247.2	225.5	186.3	6.1	2	0	1	105	42.02	133	19.17	76	8.38	5	1.65	NJ	510	373-3959	1
5692	116	0	133.3	247.8	219.0	11.3	5	0	0	94	22.66	126	21.06	78	9.86	5	3.05	MI	408	379-2503	1
5693	74	0	282.5	219.9	170.0	9.4	1	0	0	114	48.03	48	18.69	115	7.65	4	2.54	NV	415	355-6837	1
5694	169	0	266.7	158.2	287.7	13.8	3	0	0	105	45.34	88	13.45	111	12.95	3	3.73	TX	408	379-5885	1
5695	224	0	171.5	160.0	212.4	5.0	1	1	0	99	29.16	103	13.60	102	9.56	2	1.35	DE	510	361-6563	1
5696	131	0	131.6	179.3	251.2	15.5	1	0	0	95	22.37	109	15.24	129	11.30	3	4.19	MS	415	333-9002	1
5697	132	0	291.2	234.2	191.7	8.9	1	0	0	104	49.50	132	19.91	87	8.63	3	2.40	MI	408	389-4608	1
5698	100	0	113.3	197.9	284.5	11.7	4	0	0	96	19.26	89	16.82	93	12.80	2	3.16	MT	415	341-4873	1
5699	147	0	274.0	231.8	283.6	6.2	0	0	0	92	46.58	82	19.70	83	12.76	1	1.67	MD	408	376-4292	1

Most frequently occurring

	Account Length	Day Mins	Eve Mins	Night Mins	Intl Mins	CustServ Calls	Intl Plan	Day Calls	Day Charge	Eve Calls	Eve Charge	Night Calls	Night Charge	Intl Calls	Intl Charge	State	Area Code	Phone	Churn	# duplicates
58	57	115.0	122.3	245.0	6.4	0	1	65	19.55	96	10.40	75	11.03	1	1.73	NJ	510	330-2635	1	14
407	144	61.6	77.1	173.0	8.2	4	0	117	10.47	85	6.55	99	7.79	7	2.21	NY	408	360-1171	1	13
160	88	73.3	161.4	239.6	8.2	4	0	86	12.46	82	13.72	76	10.78	3	2.21	SC	510	394-8402	1	12
216	98	227.1	120.5	117.0	4.7	5	0	116	38.61	103	10.24	102	5.27	4	1.27	AR	415	328-7833	1	12
11	24	149.0	131.0	238.6	8.6	2	0	73	25.33	81	11.14	69	10.74	3	2.32	DC	408	369-3626	1	11
43	50	131.1	160.5	206.9	5.6	5	0	129	22.29	94	13.64	88	9.31	9	1.51	WV	408	348-7193	1	11
222	99	256.4	214.5	233.7	7.9	3	0	44	43.59	105	18.23	75	10.52	1	2.13	OR	408	353-3372	1	11
230	100	278.0	176.7	219.5	8.3	0	0	76	47.26	74	15.02	126	9.88	4	2.24	OH	510	385-8997	1	11
261	108	115.1	211.3	136.1	13.8	2	1	114	19.57	70	17.96	85	6.12	3	3.73	MI	408	341-9890	1	11
341	123	242.2	226.1	268.6	8.2	5	0	87	41.17	101	19.22	121	12.09	3	2.21	WY	415	387-1116	1	11

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring